Alex Rolfe, PhD
Computational Discovery of Regulatory Networks in Pancreatic Islets
Co-mentors:
David Gifford, PhD
Professor, Dept. of Electrical Engineering and Computer Science,
Computer Science and Artificial Intelligence Laboratory,
MIT
Doug Melton, PhD
Cabot Professor and Founding Chair,
Dept. of Stem Cell and Regenerative Biology, Harvard University
Investigator, Howard Hughes Medical Institute
Co-Director, Harvard Stem Cell Institute
- PhD
- MIT
(Computer Science), 2009
Advisors: Profs. David Gifford, Gerry Fink, Tommi Jaakkola, and Ernest Fraenkel
- BS
- MIT
(Computer Science), 2001
Much of the work in regulatory network discovery has focused on integrating expression data, binding data, and motif presence to detect regulatory relationships, modules, and programs. Recent work in our lab and others has demonstrated the existence and importance of
overlapping and interfering transcripts as regulatory mechanisms. I plan to use RNASeq experiments performed on pancreatic islets to identify
examples of these mechanisms. By combining these newer mechanisms with our existing models, we should be able to more accurately explain the
key features of gene regulation in the pancreas.
The second focus of my work will be smaller networks that
incorporate disparate data sources, for example metabolic pathway
and protein interaction databases. Since these databases are
often incomplete, we must adapt our computational methods to
work around missing information and produce more detailed
results for smaller sets of genes. |